| 2018 | ESANN | Regularised maximum-likelihood inference of mixture of experts for regression and clustering. | Bao Tuyen Huynh, Faicel Chamroukhi |
| 2018 | IJCNN | Regularized Maximum-Likelihood Estimation of Mixture-of-Experts for Regression and Clustering. | Faicel Chamroukhi, Bao Tuyen Huynh |
| 2016 | ESANN | Bayesian mixture of spatial spline regressions. | Faicel Chamroukhi |
| 2016 | IJCNN | Skew-normal Mixture of Experts. | Faicel Chamroukhi |
| 2016 | IJCNN | GTM Mixture through time for sequential data. | Rakia Jaziri, Faicel Chamroukhi, Mustapha Lebbah, Youns Bennani |
| 2015 | IJCNN | Hierarchical Dirichlet Process Hidden Markov Model for unsupervised bioacoustic analysis. | Marius Bartcus, Faicel Chamroukhi, Herv Glotin |
| 2014 | ESANN | Bayesian non-parametric parsimonious clustering. | Faicel Chamroukhi, Marius Bartcus, Herv Glotin |
| 2014 | ICPR | Bayesian Non-parametric Parsimonious Gaussian Mixture for Clustering. | Faicel Chamroukhi, Marius Bartcus, Herv Glotin |
| 2013 | IJCNN | Robust EM algorithm for model-based curve clustering. | Faicel Chamroukhi |
| 2012 | ESANN | Functional Mixture Discriminant Analysis with hidden process regression for curve classification. | Faicel Chamroukhi, Herv Glotin, Cline Rabouy |
| 2012 | ESANN | Supervised and unsupervised classification approaches for human activity recognition using body-mounted sensors. | Dorra Trabelsi, Samer Mohammed, Faicel Chamroukhi, Latifa Oukhellou, Yacine Amirat |
| 2012 | IJCNN | Mixture model-based functional discriminant analysis for curve classification. | Faicel Chamroukhi, Herv Glotin |
| 2011 | IJCNN | Model-based clustering with Hidden Markov Model regression for time series with regime changes. | Faicel Chamroukhi, Allou Sam, Patrice Aknin, Grard Govaert |
| 2009 | ESANN | A regression model with a hidden logistic process for signal parametrization. | Faicel Chamroukhi, Allou Sam, Grard Govaert, Patrice Aknin |
| 2009 | ICMLA | Estimation of Fuel Cell Life Time Using Latent Variables in Regression Context. | Raissa Onanena, Faicel Chamroukhi, Latifa Oukhellou, Denis Candusso, Patrice Aknin, Daniel Hissel |
| 2009 | IJCNN | A regression model with a hidden logistic process for feature extraction from time series. | Faicel Chamroukhi, Allou Sam, Grard Govaert, Patrice Aknin |